Preprints

FastSecAgg: Scalable Secure Aggregation for Privacy-Preserving Federated Learning

Swanand Kadhe, Nived Rajaraman, O. Ozan Koyluoglu, and Kannan Ramchandran

Updated Version (September 17, 2020)

-- Updated proofs and a detailed comparison with So et al. '20 and Bell et al. '20.

Shorter version accepted in CCS Workshop on Privacy-Preserving Machine Learning in Practice

FastSecAgg: Scalable Secure Aggregation for Privacy-Preserving Federated Learning

Swanand Kadhe, Nived Rajaraman, O. Ozan Koyluoglu, and Kannan Ramchandran

Updated Version (July 26, 2020)

-- Along with other updates, added a detailed comparison with So et al. '20 and Bell et al. '20.

FastSecAgg: Scalable Secure Aggregation for Privacy-Preserving Federated Learning

Swanand Kadhe, Nived Rajaraman, O. Ozan Koyluoglu, and Kannan Ramchandran

ICML Workshop on Federated Learning for User Privacy and Data Confidentiality (Long Presentation), 2020